HUMAN-STATE INTELLIGENCE · SOFTWARE · EDGE AI

Human-State Intelligence for critical operations.

GUARA is a software platform that interprets how human-state signals evolve during critical operations using computer vision, temporal analysis, AI and local processing. Explore how GUARA could work with your existing infrastructure, or evaluate a complete deployment.

See how it works
Software-first Intelligence layer, not a device
Local processing No continuous video upload
Flexible adoption Evaluate, integrate or deploy
01 · WHAT GUARA IS

Software intelligence for human state.

GUARA Platform is software intelligence applied to human state. It interprets how the state of people performing critical tasks, or supervising automated systems, evolves during an operation. It turns that into capabilities that can be evaluated on existing infrastructure or deployed as a complete solution.

A camera captures visual signals. GUARA interprets how signals such as eye openness, blinking, gaze and head movement evolve over time, rather than relying on a single frame.

HOW IT WORKS
  1. 01

    Observe

    A camera captures visual signals: eyes, blinking, gaze and head orientation.

  2. 02

    Interpret over time

    AI analyzes how those signals evolve during the operation, not isolated moments.

  3. 03

    Process locally

    Analysis runs on the device. No continuous video needs to leave it.

  4. 04

    Deliver operational information

    Alerts, operational state and events for the operator or the GUARA dashboard. For third-party platforms, integration is evaluated per project.

02 · THE PROBLEM

Human risk does not appear all at once.
It builds.

Fatigue, drowsiness and distraction develop during a shift. Whether a person drives a truck, operates heavy machinery or supervises a control room or a remote operation, the early signals are subtle, and most systems only react once an event has already happened.

GUARA focuses on that layer of the problem: how human state changes over time in people who operate or supervise critical tasks.

CRITICAL-OPERATION CONTEXTS
  • Transport
  • Logistics
  • Mining
  • Industry
  • Machinery
  • Control centers
  • Remote operations
  • Teleoperation

Professional mobility is where GUARA is demonstrated today. The other contexts are expansion or vision areas, not current deployments.

4,060road fatalities · Argentina · 2025

Partial and preliminary data. Source: ANSV / Dirección Nacional de Observatorio Vial, data updated April 2026. Road crashes are multicausal; GUARA addresses the human-state layer: fatigue, drowsiness and attention.

See the mobility context
03 · WORK WITH GUARA

How could GUARA fit your operation?

Tell us what you already have and what you want to achieve. We'll evaluate the best way to start.

  • 01 COMPLETE SOLUTION

    I need a complete solution.

    Camera, local processing, GUARA software and event management as one deployment.

    Explore complete solution
  • 02 EXISTING HARDWARE

    I already have cameras or Edge hardware.

    Let's evaluate whether GUARA capabilities could work with your existing infrastructure.

    Explore software licensing
  • 03 EXISTING PLATFORM

    I already have a software, fleet or telematics platform.

    Explore how Human-State Intelligence could become part of your existing product or workflow.

    Evaluate integration
  • 04 OEM / MANUFACTURER

    I build devices, cameras, vehicles or machinery.

    Let's discuss Embedded integration or a technology partnership.

    Explore OEM / Embedded
  • 05 PILOT / POC

    I want to test GUARA in a real operation.

    Let's define a pilot or proof of concept with a clear scope and success criteria.

    Request a pilot
  • 06 NOT SURE YET

    I'm not sure what I need yet.

    Tell us about the operational problem and we'll help identify the right starting point.

    Talk to GUARA
04 · WAYS TO WORK WITH GUARA

One intelligence layer. Several ways to adopt it.

GUARA's capabilities can be evaluated on infrastructure you already operate, explored for integration into your products, or deployed as a complete solution. Each path starts with a technical and commercial conversation.

OPEN TO LICENSING EVALUATION 01 · SOFTWARE LICENSING

You already have the infrastructure. GUARA provides the intelligence.

If you already operate cameras, Edge hardware or industrial systems, we can evaluate whether GUARA capabilities could be deployed on your infrastructure under a software licensing model. Compatibility is confirmed through a technical assessment.

Explore software licensing
OPEN TO INTEGRATION 02 · TECHNOLOGY INTEGRATION

Bring Human-State Intelligence into your platform.

For telematics providers, fleet platforms, software companies and integrators. GUARA is open to evaluating integration models with partners, from local execution to interfaces that deliver state and event information into existing systems. Tell us about your architecture.

Evaluate integration
PARTNERSHIP CONVERSATIONS OPEN 03 · OEM / EMBEDDED

Built into your product.

For manufacturers of cameras, Edge devices, vehicles, machinery and industrial equipment. GUARA is open to Embedded and technology-partnership conversations, from early technical assessment to potential joint development.

Explore OEM / Embedded
DEMONSTRATED · PROFESSIONAL MOBILITY 04 · COMPLETE DEPLOYMENT

No infrastructure yet? Deploy the complete stack.

For organizations that need everything: local processing, GUARA software, event management and deployment hardware when required. An alternative path, delivered through GUARA Professional.

See GUARA Professional
PARTNERS & CHANNELS

Directly, or through the companies operators already trust.

GUARA can reach operators directly or through technology companies that already provide their infrastructure, products or distribution channels.

IN DEVELOPMENT Integration tooling, including SDK/API-style interfaces, is under development as part of GUARA's modular software evolution. Today, integrations are scoped and evaluated project by project.

05 · REFERENCE IMPLEMENTATION
DEMONSTRATED · PROFESSIONAL MOBILITY

GUARA Professional: our first complete reference implementation.

GUARA Professional demonstrates GUARA technology running locally on real Edge hardware in professional mobility. It combines local processing, real-time operational alerts and event reporting in a complete deployment. For organizations without existing infrastructure, it is also the most direct way to evaluate the complete GUARA stack.

  • Local processing on an in-vehicle Edge device
  • Real-time operational alerts for the driver
  • Event reporting, when the deployment is configured for it
  • Hardware and installation defined for each deployment
Raspberry Pi-class Edge device
DEMONSTRATED · REFERENCE IMPLEMENTATION

Edge device (Raspberry Pi class)

The current GUARA Professional deployment: complete local processing on low-cost embedded hardware.

Android mobile device
DEMONSTRATED · CLOSED TESTING

Android implementation

A demonstrated mobile implementation in closed testing. It shows the same intelligence running on different hardware; it is not a separate commercial product.

06 · PILOTS & PROOF OF CONCEPT

Test GUARA where it matters.

Pilots are not limited to a complete deployment. They can take place in your operation, on your hardware or inside your platform.

  • 01

    Operational pilot

    GUARA in a real operation, typically with a complete GUARA Professional deployment.

  • 02

    Technology pilot

    Evaluating GUARA capabilities on the client's own cameras or Edge hardware.

  • 03

    Integration test

    Testing how state and event information could reach the client's platform.

  • 04

    OEM / manufacturer PoC

    A proof of concept around a manufacturer's device, vehicle or equipment.

EVERY PILOT BEGINS WITH
  1. An agreed scope
  2. A technical assessment
  3. Success criteria
  4. Data and privacy rules

Compatibility with client hardware or platforms is confirmed during the technical assessment, not assumed in advance.

Request a pilot
07 · MARKETS

One intelligence layer.
Clear stages of maturity.

Professional mobility is GUARA's first vertical and the context where it is demonstrated today. Expansion sectors share the same need and are open to evaluation; they are not current customers or deployments.

↗
TODAY · FIRST VERTICAL

Professional mobility

Professional drivers, passenger transport, freight and fleets. Home of GUARA Professional.

  • Fatigue and drowsiness
  • Distraction and attention
  • Head orientation and gaze
◆
EXPANSION · OPEN TO EVALUATION

Operations with critical equipment

Sectors where operators face long shifts, repetitive tasks and safety-critical positions.

  • Logistics
  • Mining
  • Industry / manufacturing
  • Machinery / mobile industrial equipment
▣
VISION

Supervision of automated systems

A long-term development direction, not a current deployment.

  • Control centers
  • Teleoperation
  • Human supervision of automated processes
  • Increasingly autonomous systems
08 · AUTOMATION & AUTONOMY
VISION

From operator to supervisor.

As tasks become more automated and systems gain autonomy, people increasingly move from executing the task to monitoring it, detecting exceptions and deciding when to intervene. That role still depends on attention. GUARA's long-term direction is to support this transition by interpreting the state of the people who supervise automated processes, teleoperated equipment and control centers.

A development direction, not a current deployment.

09 · VALIDATION

Evidence before claims.

GUARA advances through incremental validation: controlled testing, implementation on real Edge hardware and evaluation in real driving conditions. We separate what has been demonstrated from what is still being evaluated, and share the details in technical conversations.

Evaluate GUARA in a pilot
  1. 01
    Controlled testing Vision and temporal-analysis tests on datasets and controlled scenarios DEMONSTRATED
  2. 02
    Edge implementation GUARA running locally on real embedded hardware DEMONSTRATED
  3. 03
    Field evaluation Real driving conditions · vibration · changing light · long shifts ONGOING
  4. 04
    Protocols Documented test protocols and traceability between data, metrics and decisions ONGOING
  5. 05
    Next validation milestone Independent technical and academic review of protocols, evidence and limitations NEXT MILESTONE
PRIVACY & OPERATOR TRUST

Local processing. Minimal data.

GUARA analyzes visual signals on the device. It does not need to identify the person and does not require sending continuous video to the cloud. Local processing reduces the need to transmit video and supports privacy-oriented, compliance-conscious architectures.

  • Local processing

    Analysis runs on the Edge device. Critical detection keeps working offline.

  • No facial recognition

    Evaluates operational-state signals, not who the operator is.

  • No continuous video upload

    Images are processed locally. No continuous video stream is sent to the cloud.

  • Minimized telemetry

    Only operational events and metrics, and only when the configuration requires it.

Does it identify me?
No. The system does not require facial recognition to evaluate operational state.
Does it need Internet?
No. Detection can run locally on the device.
Is it recording me all the time?
Not necessarily. The architecture can process images locally without storing continuous video.
What can be transmitted?
Operational events and metrics when the configuration requires it.

Designed for operational safety, not worker surveillance.

TALK TO GUARA

Tell us what you have and what you want to explore.

Your answers help us understand the right starting point before the first conversation.

All fields are required unless marked optional.

Step 1 of 2 · Your situation

What would you like to explore? Select one or more.
Which best describes your current situation?
What infrastructure do you already have? Select one or more.

Step 2 of 2 · Contact and context

Approximate operation scale (optional) Vehicles, machines or operators.

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We use this information to respond to your request and to understand which GUARA use cases and adoption models companies want to evaluate. We do not sell this information or use it for advertising tracking.